Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Drawing upon interviews with individuals in Pakistan who cannot be identified as heterosexual or be contained by the gender binary, I argue that in recent years post-colonial legacies of colonial laws have been challenged in Pakistan in ways that suggest a complicated relationship among sexuality, gender, and modernity. I draw upon Partha Chatterjee's notion of political society to situate this relationship. As such, I seek to strengthen prior discussions located in India and Pakistan. Further, this article challenges the problematic assumptions in mainstream queer politics that Muslim societies are static and ahistorical assumptions that appear to assume progress and struggle for sexual rights to be a Western attribute. In so doing, I extend earlier critiques arguing for a more complex understanding of the rule of non-normative sexualities in Muslim societies and suggest that colonial policies that regulated and criminalized the more fluid forms of sexuality in Muslim societies were incorporated in the imperial project of civilizing non-European cultures. The stability of colonial policies regarding sexuality was challenged in 2009 when the Pakistani state gave political recognition to trans* communities, identifying them as citizens of a modern state. These changes, I argue, pave the way for a potential shift from the fluid sexuality and irreverence that khwaja sara are usually associated with middle-class norms of respectability and encouragement towards assimilation into the social order.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it